{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorboard.backend.event_processing import event_accumulator\n",
    "from collections import  namedtuple\n",
    "import numpy as np\n",
    "import pickle\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from collections import namedtuple\n",
    "from matplotlib import pyplot as plt\n",
    "def plot_episode_stats(stats, smoothing_window=10, noshow=False):\n",
    "    # Plot the episode length over time\n",
    "    fig1 = plt.figure(figsize=(10,5))\n",
    "    plt.plot(stats.episode_lengths)\n",
    "    plt.xlabel(\"Episode\")\n",
    "    plt.ylabel(\"Episode Length\")\n",
    "    plt.title(\"Episode Length over Time\")\n",
    "    if noshow:\n",
    "        plt.close(fig1)\n",
    "    else:\n",
    "        plt.show(fig1)\n",
    "\n",
    "    # Plot the episode reward over time\n",
    "    fig2 = plt.figure(figsize=(10,5))\n",
    "    rewards_smoothed = pd.Series(stats.episode_rewards).rolling(smoothing_window, min_periods=smoothing_window).mean()\n",
    "    plt.plot(rewards_smoothed)\n",
    "    plt.xlabel(\"Episode\")\n",
    "    plt.ylabel(\"Episode Reward (Smoothed)\")\n",
    "    plt.title(\"Episode Reward over Time (Smoothed over window size {})\".format(smoothing_window))\n",
    "    if noshow:\n",
    "        plt.close(fig2)\n",
    "    else:\n",
    "        plt.show(fig2)\n",
    "    return fig1, fig2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "names = os.listdir('da')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "name = names[0]\n",
    "final = []\n",
    "for name in names:\n",
    "    with open('da/' + name,'rb') as f:\n",
    "        res = pickle.load(f)\n",
    "    reward = res['reward']\n",
    "    episode_length = res['episode_length']\n",
    "    EpisodeStats = namedtuple(\"Stats\",[\"episode_lengths\", \"episode_rewards\"])\n",
    "    stats = EpisodeStats(\n",
    "        episode_lengths=np.zeros(len(reward)),\n",
    "         episode_rewards=np.zeros(len(reward)))\n",
    "    for t in range(len(reward)):\n",
    "        stats.episode_lengths[t] = episode_length[t][2]\n",
    "        stats.episode_rewards[t] = reward[t][2]\n",
    "    \n",
    "    info = {'name':name,'length':len(reward),'data':stats}\n",
    "    final.append(info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "length = max([info['length'] for info in final])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_compare_rewards(stats, smoothing_window=10, noshow=False, env = 'Torch'):\n",
    "    # Plot the episode reward over time\n",
    "    fig = plt.figure(figsize=(20,10))\n",
    "    for s in stats:\n",
    "        if env in s['name']:\n",
    "            rewards_smoothed = pd.Series(s['data'].episode_rewards[:length]).rolling(smoothing_window, min_periods=smoothing_window).mean()\n",
    "            plt.plot(rewards_smoothed,label = s['name'],alpha = 0.8)\n",
    "    plt.xlabel(\"Episode\")\n",
    "    plt.ylabel(\"Episode Reward (Smoothed)\")\n",
    "    plt.title(env + \" Episode Reward over Time (Smoothed over window size {})\".format(smoothing_window))\n",
    "    plt.legend()\n",
    "    return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plot_compare_rewards(final, smoothing_window=100, env= 'Torch')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 720x360 with 1 Axes>, <Figure size 720x360 with 1 Axes>)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_episode_stats(stats,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
